import os import unittest from unittest.mock import MagicMock, patch from embedchain import App from embedchain.config import AppConfig, QueryConfig class TestApp(unittest.TestCase): os.environ["OPENAI_API_KEY"] = "test_key" def setUp(self): self.app = App(config=AppConfig(collect_metrics=False)) @patch("chromadb.api.models.Collection.Collection.add", MagicMock) def test_query(self): """ This test checks the functionality of the 'query' method in the App class. It simulates a scenario where the 'retrieve_from_database' method returns a context list and 'get_llm_model_answer' returns an expected answer string. The 'query' method is expected to call 'retrieve_from_database' and 'get_llm_model_answer' methods appropriately and return the right answer. Key assumptions tested: - 'retrieve_from_database' method is called exactly once with arguments: "Test query" and an instance of QueryConfig. - 'get_llm_model_answer' is called exactly once. The specific arguments are not checked in this test. - 'query' method returns the value it received from 'get_llm_model_answer'. The test isolates the 'query' method behavior by mocking out 'retrieve_from_database' and 'get_llm_model_answer' methods. """ with patch.object(self.app, "retrieve_from_database") as mock_retrieve: mock_retrieve.return_value = ["Test context"] with patch.object(self.app, "get_llm_model_answer") as mock_answer: mock_answer.return_value = "Test answer" answer = self.app.query("Test query") self.assertEqual(answer, "Test answer") self.assertEqual(mock_retrieve.call_args[0][0], "Test query") self.assertIsInstance(mock_retrieve.call_args[0][1], QueryConfig) mock_answer.assert_called_once()